Acknowledgements

Large parts of this manual originate from Travis E. Oliphant's book
"Guide to Numpy" (which generously entered
Public Domain in August 2008). The reference documentation for many of
the functions are written by numerous contributors and developers of
Numpy, both prior to and during the
Numpy Documentation Marathon.

The preferred way to update the documentation is by submitting a pull
request on Github (see the
Developer Guide.
The Numpy Documentation Wiki
can also still be used to submit documentation fixes.
Please help us to further improve the Numpy documentation!